This project is to identify the potential areas to open up a movie theatre in the Neighbourhoods within a Borough in New York city. This document is targeted to stakeholders who are interested in investing to open a Movie Theatre in New York, USA.
We will first try to identify the areas/neighbourhoods that doesnt yet have a movie theater and based on population density of each borough, suggest to the target stakeholder the potential Boroughs to invest in a movie theatre
!wget -q -O 'newyork_data.json' https://cocl.us/new_york_dataset
print('Data downloaded!')
Data downloaded!
import numpy as np # library to handle data in a vectorized manner
import pandas as pd # library for data analsysis
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)
import json # library to handle JSON files
#!conda install -c conda-forge geopy --yes
from geopy.geocoders import Nominatim # convert an address into latitude and longitude values
import requests # library to handle requests
from pandas.io.json import json_normalize # tranform JSON file into a pandas dataframe
# Matplotlib and associated plotting modules
import matplotlib.cm as cm
import matplotlib.colors as colors
# import k-means from clustering stage
from sklearn.cluster import KMeans
#!conda install -c conda-forge folium=0.5.0 --yes
import folium # map rendering library
print('Libraries imported.')
Libraries imported.
with open('newyork_data.json') as json_data:
newyork_data = json.load(json_data)
newyork_data
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'annoline1': 'Middle',
'annoline2': 'Village',
'annoline3': None,
'annoangle': 0.0,
'borough': 'Queens',
'bbox': [-73.88114319200604,
40.716414511158185,
-73.88114319200604,
40.716414511158185]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.292',
'geometry': {'type': 'Point',
'coordinates': [-74.20152556457658, 40.52626406734812]},
'geometry_name': 'geom',
'properties': {'name': "Prince's Bay",
'stacked': 2,
'annoline1': "Prince's",
'annoline2': 'Bay',
'annoline3': None,
'annoangle': 0.0,
'borough': 'Staten Island',
'bbox': [-74.20152556457658,
40.52626406734812,
-74.20152556457658,
40.52626406734812]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.293',
'geometry': {'type': 'Point',
'coordinates': [-74.13792663771568, 40.57650629379489]},
'geometry_name': 'geom',
'properties': {'name': 'Lighthouse Hill',
'stacked': 2,
'annoline1': 'Lighthouse',
'annoline2': 'Hill',
'annoline3': None,
'annoangle': 0.0,
'borough': 'Staten Island',
'bbox': [-74.13792663771568,
40.57650629379489,
-74.13792663771568,
40.57650629379489]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.294',
'geometry': {'type': 'Point',
'coordinates': [-74.22957080626941, 40.51954145748909]},
'geometry_name': 'geom',
'properties': {'name': 'Richmond Valley',
'stacked': 2,
'annoline1': 'Richmond',
'annoline2': 'Valley',
'annoline3': None,
'annoangle': 0.0,
'borough': 'Staten Island',
'bbox': [-74.22957080626941,
40.51954145748909,
-74.22957080626941,
40.51954145748909]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.295',
'geometry': {'type': 'Point',
'coordinates': [-73.82667757138641, 40.79060155670148]},
'geometry_name': 'geom',
'properties': {'name': 'Malba',
'stacked': 1,
'annoline1': 'Malba',
'annoline2': None,
'annoline3': None,
'annoangle': 0.0,
'borough': 'Queens',
'bbox': [-73.82667757138641,
40.79060155670148,
-73.82667757138641,
40.79060155670148]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.296',
'geometry': {'type': 'Point',
'coordinates': [-73.890345709872, 40.6819989345173]},
'geometry_name': 'geom',
'properties': {'name': 'Highland Park',
'stacked': 2,
'annoline1': 'Highland',
'annoline2': 'Park',
'annoline3': None,
'annoangle': 0.0,
'borough': 'Brooklyn',
'bbox': [-73.890345709872,
40.6819989345173,
-73.890345709872,
40.6819989345173]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.297',
'geometry': {'type': 'Point',
'coordinates': [-73.94841515328893, 40.60937770113766]},
'geometry_name': 'geom',
'properties': {'name': 'Madison',
'stacked': 1,
'annoline1': 'Madison',
'annoline2': None,
'annoline3': None,
'annoangle': 0.0,
'borough': 'Brooklyn',
'bbox': [-73.94841515328893,
40.60937770113766,
-73.94841515328893,
40.60937770113766]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.298',
'geometry': {'type': 'Point',
'coordinates': [-73.86172577555115, 40.85272297633017]},
'geometry_name': 'geom',
'properties': {'name': 'Bronxdale',
'stacked': 1,
'annoline1': 'Bronxdale',
'annoline2': None,
'annoline3': None,
'annoangle': 0.0,
'borough': 'Bronx',
'bbox': [-73.86172577555115,
40.85272297633017,
-73.86172577555115,
40.85272297633017]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.299',
'geometry': {'type': 'Point',
'coordinates': [-73.85931863221647, 40.86578787802982]},
'geometry_name': 'geom',
'properties': {'name': 'Allerton',
'stacked': 1,
'annoline1': 'Allerton',
'annoline2': None,
'annoline3': None,
'annoangle': 0.0,
'borough': 'Bronx',
'bbox': [-73.85931863221647,
40.86578787802982,
-73.85931863221647,
40.86578787802982]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.300',
'geometry': {'type': 'Point',
'coordinates': [-73.90152264513144, 40.8703923914147]},
'geometry_name': 'geom',
'properties': {'name': 'Kingsbridge Heights',
'stacked': 2,
'annoline1': 'Kingsbridge',
'annoline2': 'Heights',
'annoline3': None,
'annoangle': 0.0,
'borough': 'Bronx',
'bbox': [-73.90152264513144,
40.8703923914147,
-73.90152264513144,
40.8703923914147]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.301',
'geometry': {'type': 'Point',
'coordinates': [-73.94817709920184, 40.64692606658579]},
'geometry_name': 'geom',
'properties': {'name': 'Erasmus',
'stacked': 1,
'annoline1': 'Erasmus',
'annoline2': None,
'annoline3': None,
'annoangle': 0.0,
'borough': 'Brooklyn',
'bbox': [-73.94817709920184,
40.64692606658579,
-73.94817709920184,
40.64692606658579]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.302',
'geometry': {'type': 'Point',
'coordinates': [-74.00011136202637, 40.75665808227519]},
'geometry_name': 'geom',
'properties': {'name': 'Hudson Yards',
'stacked': 2,
'annoline1': 'Hudson',
'annoline2': 'Yards',
'annoline3': None,
'annoangle': 0.0,
'borough': 'Manhattan',
'bbox': [-74.00011136202637,
40.75665808227519,
-74.00011136202637,
40.75665808227519]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.303',
'geometry': {'type': 'Point',
'coordinates': [-73.80553002968718, 40.58733774018741]},
'geometry_name': 'geom',
'properties': {'name': 'Hammels',
'stacked': 1,
'annoline1': 'Hammels',
'annoline2': None,
'annoline3': None,
'annoangle': 0.0,
'borough': 'Queens',
'bbox': [-73.80553002968718,
40.58733774018741,
-73.80553002968718,
40.58733774018741]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.304',
'geometry': {'type': 'Point',
'coordinates': [-73.76596781445627, 40.611321691283834]},
'geometry_name': 'geom',
'properties': {'name': 'Bayswater',
'stacked': 1,
'annoline1': 'Bayswater',
'annoline2': None,
'annoline3': None,
'annoangle': 0.0,
'borough': 'Queens',
'bbox': [-73.76596781445627,
40.611321691283834,
-73.76596781445627,
40.611321691283834]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.305',
'geometry': {'type': 'Point',
'coordinates': [-73.94563070334091, 40.756091297094706]},
'geometry_name': 'geom',
'properties': {'name': 'Queensbridge',
'stacked': 1,
'annoline1': 'Queensbridge',
'annoline2': None,
'annoline3': None,
'annoangle': 0.0,
'borough': 'Queens',
'bbox': [-73.94563070334091,
40.756091297094706,
-73.94563070334091,
40.756091297094706]}},
{'type': 'Feature',
'id': 'nyu_2451_34572.306',
'geometry': {'type': 'Point',
'coordinates': [-74.08173992211962, 40.61731079252983]},
'geometry_name': 'geom',
'properties': {'name': 'Fox Hills',
'stacked': 2,
'annoline1': 'Fox',
'annoline2': 'Hills',
'annoline3': None,
'annoangle': 0.0,
'borough': 'Staten Island',
'bbox': [-74.08173992211962,
40.61731079252983,
-74.08173992211962,
40.61731079252983]}}],
'crs': {'type': 'name', 'properties': {'name': 'urn:ogc:def:crs:EPSG::4326'}},
'bbox': [-74.2492599487305,
40.5033187866211,
-73.7061614990234,
40.9105606079102]}
Json data is extracted and fit into a dataframe. for Further analysis, create a dataframe to segregate the list of neighbourhoods in New York city under each Borough
neighborhoods_data = newyork_data['features']
# define the dataframe columns
column_names = ['Borough', 'Neighborhood', 'Latitude', 'Longitude']
# instantiate the dataframe
neighborhoods = pd.DataFrame(columns=column_names)
Lets fill up the empty neighbourhood dataframe created
for data in neighborhoods_data:
borough = neighborhood_name = data['properties']['borough']
neighborhood_name = data['properties']['name']
neighborhood_latlon = data['geometry']['coordinates']
neighborhood_lat = neighborhood_latlon[1]
neighborhood_lon = neighborhood_latlon[0]
neighborhoods = neighborhoods.append({'Borough': borough,
'Neighborhood': neighborhood_name,
'Latitude': neighborhood_lat,
'Longitude': neighborhood_lon}, ignore_index=True)
print('The dataframe has {} boroughs and {} neighborhoods.'.format(
len(neighborhoods['Borough'].unique()),
neighborhoods.shape[0]
)
)
The dataframe has 5 boroughs and 306 neighborhoods.
we have successfully created a dataframe with details of each neighbourhood.
Utilise the Geopy library to get the co-ordinates based on a given address.
address = 'New York City, NY'
geolocator = Nominatim(user_agent="ny_explorer")
location = geolocator.geocode(address)
latitude = location.latitude
longitude = location.longitude
print('The geograpical coordinate of New York City are {}, {}.'.format(latitude, longitude))
The geograpical coordinate of New York City are 40.7127281, -74.0060152.
Visualise all the neighbourhoods of new york city in a map
# create map of New York using latitude and longitude values
map_newyork = folium.Map(location=[latitude, longitude], zoom_start=10)
# add markers to map
for lat, lng, borough, neighborhood in zip(neighborhoods['Latitude'], neighborhoods['Longitude'], neighborhoods['Borough'], neighborhoods['Neighborhood']):
label = '{}, {}'.format(neighborhood, borough)
label = folium.Popup(label, parse_html=True)
folium.CircleMarker(
[lat, lng],
radius=5,
popup=label,
color='blue',
fill=True,
fill_color='#3186cc',
fill_opacity=0.7,
parse_html=False).add_to(map_newyork)
map_newyork
Lets first categorize data based on Boroughs and procure data on all venues in the specific borough
once we have explored all venues which are either theatre or movie theatre we next need to analyse if a neighbourhood in a borough is worth investing in to open a movie theatre To do this we need to ensure if the area is densely populated in the borough
neighborhoods['Borough'].unique()
array(['Bronx', 'Manhattan', 'Brooklyn', 'Queens', 'Staten Island'],
dtype=object)
we will now place each of the 5 Borough in its own datadrame
bronx_data = neighborhoods[neighborhoods['Borough'] == 'Bronx'].reset_index(drop=True)
manhattan_data = neighborhoods[neighborhoods['Borough'] == 'Manhattan'].reset_index(drop=True)
brooklyn_data = neighborhoods[neighborhoods['Borough'] == 'Brooklyn'].reset_index(drop=True)
queens_data = neighborhoods[neighborhoods['Borough'] == 'Queens'].reset_index(drop=True)
statenIsland_data = neighborhoods[neighborhoods['Borough'] == 'Staten Island'].reset_index(drop=True)
Next, we are going to start utilizing the Foursquare API to explore the neighborhoods and segment them.
# Foursquare API to get list of Venues
CLIENT_ID = 'Client ID' # your Foursquare ID
CLIENT_SECRET = 'Client secret' # your Foursquare Secret
VERSION = '20180605' # Foursquare API version
limit=700
radius=500
def getNearbyVenues(boroughs,names, latitudes, longitudes, radius=500):
venues_list=[]
for borough,name, lat, lng in zip(boroughs,names, latitudes, longitudes):
#print(name)
# create the API request URL
url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(
CLIENT_ID,
CLIENT_SECRET,
VERSION,
lat,
lng,
radius,
limit)
# make the GET request
results = requests.get(url).json()["response"]['groups'][0]['items']
# return only relevant information for each nearby venue
venues_list.append([(
borough,
name,
lat,
lng,
v['venue']['name'],
v['venue']['location']['lat'],
v['venue']['location']['lng'],
v['venue']['categories'][0]['name']) for v in results])
nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])
nearby_venues.columns = ['Borough',
'Neighborhood',
'Neighborhood Latitude',
'Neighborhood Longitude',
'Venue',
'Venue Latitude',
'Venue Longitude',
'Venue Category']
return(nearby_venues)
the following venue details are collected
#get all venues for each of the boroughs
bronx_venues = getNearbyVenues(boroughs=bronx_data['Borough'],
names=bronx_data['Neighborhood'],
latitudes=bronx_data['Latitude'],
longitudes=bronx_data['Longitude']
)
manhattan_venues = getNearbyVenues(boroughs=manhattan_data['Borough'],
names=manhattan_data['Neighborhood'],
latitudes=manhattan_data['Latitude'],
longitudes=manhattan_data['Longitude']
)
brooklyn_venues = getNearbyVenues(boroughs=brooklyn_data['Borough'],
names=brooklyn_data['Neighborhood'],
latitudes=brooklyn_data['Latitude'],
longitudes=brooklyn_data['Longitude']
)
queens_venues = getNearbyVenues(boroughs=queens_data['Borough'],
names=queens_data['Neighborhood'],
latitudes=queens_data['Latitude'],
longitudes=queens_data['Longitude']
)
statenIsland_venues = getNearbyVenues(boroughs=statenIsland_data['Borough'],
names=statenIsland_data['Neighborhood'],
latitudes=statenIsland_data['Latitude'],
longitudes=statenIsland_data['Longitude']
)
import re
print('Borough Bronx Theatre Count',bronx_venues['Venue'].str.count('Theater|theat|movie',re.I).sum())
print('Borough Manhattan Theatre Count',manhattan_venues['Venue'].str.count('Theater|theat|movie',re.I).sum())
print('Borough Brooklyn Theatre Count',brooklyn_venues['Venue'].str.count('Theater|theat|movie',re.I).sum())
print('Borough Queens Theatre Count',queens_venues['Venue'].str.count('Theater|theat|movie',re.I).sum())
print('Borough Staten Island Theatre Count',statenIsland_venues['Venue'].str.count('Theater|theat|movie',re.I).sum())
Borough Bronx Theatre Count 3 Borough Manhattan Theatre Count 27 Borough Brooklyn Theatre Count 10 Borough Queens Theatre Count 2 Borough Staten Island Theatre Count 2
create a new dataframe and collect all details of venues which are theatre in a specific Borough
#create a new dataframe with all the venue details of theatre
newyork_theaters=bronx_venues[bronx_venues['Venue'].str.contains('Theater|theat|movie',case=False)].append(manhattan_venues[manhattan_venues['Venue'].str.contains('Theater|theat|movie',case=False)], ignore_index = True)
newyork_theaters=newyork_theaters.append(brooklyn_venues[brooklyn_venues['Venue'].str.contains('Theater|theat|movie',case=False)], ignore_index = True)
newyork_theaters=newyork_theaters.append(queens_venues[queens_venues['Venue'].str.contains('Theater|theat|movie',case=False)], ignore_index = True)
newyork_theaters=newyork_theaters.append(statenIsland_venues[statenIsland_venues['Venue'].str.contains('Theater|theat|movie',case=False)] , ignore_index = True)
newyork_theaters
| Borough | Neighborhood | Neighborhood Latitude | Neighborhood Longitude | Venue | Venue Latitude | Venue Longitude | Venue Category | |
|---|---|---|---|---|---|---|---|---|
| 0 | Bronx | Fordham | 40.860997 | -73.896427 | Paradise Theater | 40.860499 | -73.898463 | Music Venue |
| 1 | Bronx | West Farms | 40.839475 | -73.877745 | Tropicana Theatere & Lounge | 40.837404 | -73.877922 | Lounge |
| 2 | Bronx | Parkchester | 40.837938 | -73.856003 | Casper's Home Movie Room | 40.838818 | -73.858350 | Multiplex |
| 3 | Manhattan | East Harlem | 40.792249 | -73.944182 | The Poets Den Theater | 40.791529 | -73.940768 | Performing Arts Venue |
| 4 | Manhattan | Lincoln Square | 40.773529 | -73.985338 | Vivian Beaumont Theater | 40.773354 | -73.983827 | Theater |
| 5 | Manhattan | Lincoln Square | 40.773529 | -73.985338 | American Ballet Theatre | 40.772668 | -73.984476 | Performing Arts Venue |
| 6 | Manhattan | Lincoln Square | 40.773529 | -73.985338 | Walter Reade Theater | 40.773783 | -73.983924 | Indie Movie Theater |
| 7 | Manhattan | Lincoln Square | 40.773529 | -73.985338 | David H. Koch Theater | 40.772292 | -73.983262 | Theater |
| 8 | Manhattan | Lincoln Square | 40.773529 | -73.985338 | Claire Tow Theater | 40.773365 | -73.984051 | Theater |
| 9 | Manhattan | Clinton | 40.759101 | -73.996119 | Pershing Square Signature Theater | 40.759228 | -73.995232 | Theater |
| 10 | Manhattan | Clinton | 40.759101 | -73.996119 | UCB Theatre Hell’s Kitchen | 40.760500 | -73.997863 | Comedy Club |
| 11 | Manhattan | Clinton | 40.759101 | -73.996119 | The Westside Theater | 40.759350 | -73.992765 | Indie Theater |
| 12 | Manhattan | Clinton | 40.759101 | -73.996119 | The Alice Griffin Jewel Box Theatre | 40.759463 | -73.995185 | Theater |
| 13 | Manhattan | Midtown | 40.754691 | -73.981669 | Belasco Theatre | 40.756548 | -73.983923 | Theater |
| 14 | Manhattan | Midtown | 40.754691 | -73.981669 | Hudson Theatre | 40.756908 | -73.984503 | Theater |
| 15 | Manhattan | Midtown | 40.754691 | -73.981669 | Stephen Sondheim Theatre | 40.756116 | -73.984927 | Theater |
| 16 | Manhattan | Midtown | 40.754691 | -73.981669 | Minskoff Theatre | 40.757389 | -73.985537 | Theater |
| 17 | Manhattan | Chelsea | 40.744035 | -74.003116 | The Joyce Theater | 40.742829 | -74.000534 | Theater |
| 18 | Manhattan | Chelsea | 40.744035 | -74.003116 | High Line 10th Ave Amphitheatre | 40.743981 | -74.006844 | Scenic Lookout |
| 19 | Manhattan | Chelsea | 40.744035 | -74.003116 | SVA Theatre | 40.746105 | -73.999833 | College Theater |
| 20 | Manhattan | Tribeca | 40.721522 | -74.010683 | iHeartRadio Theater | 40.720312 | -74.005150 | Music Venue |
| 21 | Manhattan | West Village | 40.734434 | -74.006180 | Lucille Lortel Theatre | 40.733176 | -74.005702 | Theater |
| 22 | Manhattan | West Village | 40.734434 | -74.006180 | New Ohio Theatre | 40.732684 | -74.008236 | Theater |
| 23 | Manhattan | West Village | 40.734434 | -74.006180 | Cherry Lane Theatre | 40.731395 | -74.005448 | Theater |
| 24 | Manhattan | Gramercy | 40.737210 | -73.981376 | The Peoples Improv Theater | 40.740441 | -73.984784 | Comedy Club |
| 25 | Manhattan | Gramercy | 40.737210 | -73.981376 | Gramercy Theatre | 40.739746 | -73.985100 | Music Venue |
| 26 | Manhattan | Noho | 40.723259 | -73.988434 | New York Theatre Workshop | 40.726545 | -73.990080 | Theater |
| 27 | Manhattan | Civic Center | 40.715229 | -74.005415 | 20 Thomas St. (The Flea Theater) | 40.716161 | -74.005826 | Theater |
| 28 | Manhattan | Hudson Yards | 40.756658 | -74.000111 | UCB Theatre Hell’s Kitchen | 40.760500 | -73.997863 | Comedy Club |
| 29 | Manhattan | Hudson Yards | 40.756658 | -74.000111 | Rosewood Theatre | 40.757999 | -73.999582 | Nightclub |
| 30 | Brooklyn | Prospect Heights | 40.676822 | -73.964859 | Murmrr Theatre | 40.673349 | -73.967890 | Music Venue |
| 31 | Brooklyn | Brooklyn Heights | 40.695864 | -73.993782 | The Heights Players Theatre | 40.693005 | -73.998293 | Indie Theater |
| 32 | Brooklyn | Fort Greene | 40.688527 | -73.972906 | BAM Harvey Theater | 40.688586 | -73.978709 | Theater |
| 33 | Brooklyn | Fort Greene | 40.688527 | -73.972906 | Theatre For A New Audience at Polonsky Shakesp... | 40.687462 | -73.978329 | Theater |
| 34 | Brooklyn | Coney Island | 40.574293 | -73.988683 | Ford Amphitheater at Coney Island Boardwalk | 40.572761 | -73.988074 | Music Venue |
| 35 | Brooklyn | Downtown | 40.690844 | -73.983463 | BAM Harvey Theater | 40.688586 | -73.978709 | Theater |
| 36 | Brooklyn | Downtown | 40.690844 | -73.983463 | Kumble Theater | 40.691261 | -73.981225 | Performing Arts Venue |
| 37 | Brooklyn | Boerum Hill | 40.685683 | -73.983748 | Theatre For A New Audience at Polonsky Shakesp... | 40.687462 | -73.978329 | Theater |
| 38 | Brooklyn | Prospect Park South | 40.647009 | -73.962613 | Kings Theatre | 40.646110 | -73.957175 | Theater |
| 39 | Brooklyn | Ditmas Park | 40.643675 | -73.961013 | Kings Theatre | 40.646110 | -73.957175 | Theater |
| 40 | Queens | Sunnyside | 40.740176 | -73.926916 | Thalia Spanish Theater | 40.740208 | -73.923517 | Theater |
| 41 | Queens | Utopia | 40.733500 | -73.796717 | Bombay Theatre | 40.733241 | -73.794299 | Indie Movie Theater |
| 42 | Staten Island | St. George | 40.644982 | -74.079353 | St. George Theatre | 40.642253 | -74.077496 | Theater |
| 43 | Staten Island | Chelsea | 40.594726 | -74.189560 | The Little Victory Theater | 40.592167 | -74.190079 | Theater |
find all venues which are movie theatre and create a new dataframe
#get only movie theatres dataframe
newyork_movietheaters=bronx_venues[bronx_venues['Venue Category'].str.contains('movie',case=False)].append(manhattan_venues[manhattan_venues['Venue Category'].str.contains('movie',case=False)], ignore_index = True)
newyork_movietheaters=newyork_movietheaters.append(brooklyn_venues[brooklyn_venues['Venue Category'].str.contains('movie',case=False)], ignore_index = True)
newyork_movietheaters=newyork_movietheaters.append(queens_venues[queens_venues['Venue Category'].str.contains('movie',case=False)], ignore_index = True)
newyork_movietheaters=newyork_movietheaters.append(statenIsland_venues[statenIsland_venues['Venue Category'].str.contains('movie',case=False)], ignore_index = True)
newyork_movietheaters
#map in folium
| Borough | Neighborhood | Neighborhood Latitude | Neighborhood Longitude | Venue | Venue Latitude | Venue Longitude | Venue Category | |
|---|---|---|---|---|---|---|---|---|
| 0 | Manhattan | Chinatown | 40.715618 | -73.994279 | Metrograph | 40.714999 | -73.991035 | Indie Movie Theater |
| 1 | Manhattan | Upper West Side | 40.787658 | -73.977059 | AMC Loews 84th Street 6 | 40.786770 | -73.977608 | Movie Theater |
| 2 | Manhattan | Lincoln Square | 40.773529 | -73.985338 | Walter Reade Theater | 40.773783 | -73.983924 | Indie Movie Theater |
| 3 | Manhattan | Lincoln Square | 40.773529 | -73.985338 | Film at Lincoln Center | 40.773609 | -73.983571 | Indie Movie Theater |
| 4 | Manhattan | Lincoln Square | 40.773529 | -73.985338 | AMC Lincoln Square 13 | 40.775063 | -73.982095 | Movie Theater |
| 5 | Manhattan | Clinton | 40.759101 | -73.996119 | Yotel - Rooftop Cinema Club | 40.759429 | -73.995047 | Movie Theater |
| 6 | Manhattan | Chelsea | 40.744035 | -74.003116 | Cinépolis Chelsea | 40.745012 | -73.998020 | Movie Theater |
| 7 | Manhattan | Greenwich Village | 40.726933 | -73.999914 | Angelika Film Center | 40.725900 | -73.997625 | Indie Movie Theater |
| 8 | Manhattan | Battery Park City | 40.711932 | -74.016869 | Regal Battery Park | 40.715004 | -74.014935 | Movie Theater |
| 9 | Manhattan | Noho | 40.723259 | -73.988434 | Anthology Film Archives | 40.724836 | -73.990158 | Indie Movie Theater |
| 10 | Manhattan | Sutton Place | 40.760280 | -73.963556 | CMX CineBistro | 40.761338 | -73.960406 | Movie Theater |
| 11 | Brooklyn | Cobble Hill | 40.687920 | -73.998561 | Cobble Hill Cinemas | 40.684832 | -73.994500 | Indie Movie Theater |
| 12 | Brooklyn | Carroll Gardens | 40.680540 | -73.994654 | Cobble Hill Cinemas | 40.684832 | -73.994500 | Indie Movie Theater |
| 13 | Brooklyn | Fort Greene | 40.688527 | -73.972906 | BAM Rose Cinemas | 40.686338 | -73.977438 | Indie Movie Theater |
| 14 | Brooklyn | Downtown | 40.690844 | -73.983463 | Alamo Drafthouse Cinema | 40.691016 | -73.983686 | Movie Theater |
| 15 | Brooklyn | North Side | 40.714823 | -73.958809 | Nitehawk Cinema | 40.716183 | -73.962420 | Movie Theater |
| 16 | Brooklyn | North Side | 40.714823 | -73.958809 | Williamsburg Cinemas | 40.713996 | -73.959756 | Movie Theater |
| 17 | Queens | Kew Gardens | 40.705179 | -73.829819 | Kew Gardens Cinema | 40.709045 | -73.829682 | Movie Theater |
| 18 | Queens | Bay Terrace | 40.782843 | -73.776802 | AMC Loews Bay Terrace 6 | 40.779190 | -73.778551 | Movie Theater |
| 19 | Queens | Utopia | 40.733500 | -73.796717 | Bombay Theatre | 40.733241 | -73.794299 | Indie Movie Theater |
| 20 | Queens | Blissville | 40.737251 | -73.932442 | Silvercup East -Stage G | 40.737177 | -73.935170 | Movie Theater |
Now that we have two dataframes,
all theatre are marked as scatter point in the map all movie theatre are marked as venue markers in the map
Folium is a great visualization library. Feel free to zoom into the above map, and click on each circle mark to reveal the name of the neighborhood and its respective borough.
map_newyork_comparisiontheatre = folium.Map(location=[latitude, longitude], zoom_start=10)
# add markers to map
for lat, lng, borough, neighborhood in zip(newyork_theaters['Venue Latitude'], newyork_theaters['Venue Longitude'], newyork_theaters['Borough'], newyork_theaters['Neighborhood']):
label = '{}, {}'.format(neighborhood, borough)
label = folium.Popup(label, parse_html=True)
folium.CircleMarker(
[lat, lng],
radius=5,
popup=label,
color='blue',
fill=True,
fill_color='#3186cc',
fill_opacity=0.7,
parse_html=False).add_to(map_newyork_comparisiontheatre)
for lat, lng, borough, neighborhood,venue in zip(newyork_movietheaters['Venue Latitude'], newyork_movietheaters['Venue Longitude'], newyork_movietheaters['Borough'], newyork_movietheaters['Neighborhood'],newyork_movietheaters['Venue']):
label = '{}, {}, {}'.format(venue,neighborhood, borough)
label = folium.Popup(label, parse_html=True)
#folium.LayerControl()
folium.Marker(
[lat, lng],
popup=label,
).add_to(map_newyork_comparisiontheatre)
map_newyork_comparisiontheatre
plotly express is utilised to create Chloropleth mapbox
Post this plot all the movie theatres in the same map to analyse which Borough lack Movie theatres
import pandas as pd
import json
#!conda install -c conda-forge plotly --yes
import math
import plotly.express as px
#!pip install area
from area import area
#!conda install -c conda-forge dash dash-core-components \
# dash-html-components dash-renderer dash-table --yes
# read the neighborhood population data into a DataFrame and load the GeoJSON data
df = pd.read_csv('New_York_City_Population_By_Neighborhood_Tabulation_Areas.csv')
nycmap = json.load(open("nyc_neighborhoods.geojson"))
# create dictionary of nta codes mapping to area (square miles)
d = {}
neighborhood = nycmap["features"]
for n in neighborhood:
code = n["properties"]["ntacode"]
a = area(n["geometry"])/(1609*1609) # converts from m^2 to mi^2
d[code] = a
# create new columns in df for area and density
df["area"] = df["NTA Code"].map(d)
df = df.dropna(subset=["area"])
df["density"] = df["Population"].div(df["area"],axis=0)
df.head()
| Borough | Year | FIPS County Code | NTA Code | NTA Name | Population | area | density | |
|---|---|---|---|---|---|---|---|---|
| 0 | Bronx | 2000 | 5 | BX01 | Claremont-Bathgate | 28149 | 0.590962 | 47632.525880 |
| 1 | Bronx | 2000 | 5 | BX03 | Eastchester-Edenwald-Baychester | 35422 | 1.446059 | 24495.544893 |
| 2 | Bronx | 2000 | 5 | BX05 | Bedford Park-Fordham North | 55329 | 0.538774 | 102694.208900 |
| 3 | Bronx | 2000 | 5 | BX06 | Belmont | 25967 | 0.486994 | 53321.001560 |
| 4 | Bronx | 2000 | 5 | BX07 | Bronxdale | 34309 | 0.545483 | 62896.601203 |
# call Plotly Express choropleth function to visualize data
fig = px.choropleth_mapbox(df,
geojson=nycmap,
locations="NTA Code",
featureidkey="properties.ntacode",
color="density",
color_continuous_scale="viridis",
mapbox_style="carto-positron",
zoom=9, center={"lat": 40.7, "lon": -73.9},
opacity=0.5,
hover_data=["NTA Name","Borough"]
)
fig.show()
Plot all existing movie theatres in the Population Map
#import plotly.graph_objects as go
fig2 = px.scatter_mapbox(newyork_movietheaters,
lat="Venue Latitude",
lon="Venue Longitude",
hover_data=["Venue","Neighborhood","Borough"],
color_discrete_sequence=["red"],
size_max=10, zoom=8)
fig.add_trace(fig2.data[0])
for i, frame in enumerate(fig.frames):
fig.frames[i].data += (fig2.frames[i].data[0],)
fig.show()
Based on our analysis, we have observed that there are nearly 29 theatres of which 10 are movie theatres already existing in Yorkville, Manhattan in New York city. It is always better to open a movie theatre with less number of existing theaters in the Borough.
The other 4 Boroughs in New York city namely: Queens, Staten Island, Bronx, Brooklyn are the potential areas to establish a new movie theater. But we must also consider the factor based on the population in the Boroughs in New York city. As its not ideal to build a movie theatre in a desert and expect people to go there. We need to analyse based on the most densely populated Neighbourhoods, we can then cater to the needs of the people in that area. An analysis is made based on the population density in all the Boroughs and Neighbourhood in New York city. It is observed that the most densely populated neighbourhood in New york City is in Manhattan, followed by Brooklyn, Queens, Bronx and Staten Island.
Considering the factors of existing movie theatres, all other types of theatre and also the population density of the Boroughs in New york city.